{"id":"https://openalex.org/W4211043458","doi":"https://doi.org/10.1109/snpd51163.2021.9704989","title":"A Novel Big Data Processing Approach to Feature Extraction for Electrical Discharge Machining based on Container Technology","display_name":"A Novel Big Data Processing Approach to Feature Extraction for Electrical Discharge Machining based on Container Technology","publication_year":2021,"publication_date":"2021-11-24","ids":{"openalex":"https://openalex.org/W4211043458","doi":"https://doi.org/10.1109/snpd51163.2021.9704989"},"language":"en","primary_location":{"id":"doi:10.1109/snpd51163.2021.9704989","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snpd51163.2021.9704989","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE/ACIS 22nd International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008421724","display_name":"Denata Rizky Alimadji","orcid":null},"institutions":[{"id":"https://openalex.org/I205612303","display_name":"Chinese Culture University","ror":"https://ror.org/04shepe48","country_code":"TW","type":"education","lineage":["https://openalex.org/I205612303"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Denata Rizky Alimadji","raw_affiliation_strings":["Chinese Culture University,Department of Computer Science and Information Engineering,Taipei,Taiwan","Department of Computer Science and Information Engineering, Chinese Culture University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Culture University,Department of Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I205612303"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Chinese Culture University, Taipei, Taiwan","institution_ids":["https://openalex.org/I205612303"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090340870","display_name":"Min\u2010Hsiung Hung","orcid":"https://orcid.org/0000-0003-2458-471X"},"institutions":[{"id":"https://openalex.org/I205612303","display_name":"Chinese Culture University","ror":"https://ror.org/04shepe48","country_code":"TW","type":"education","lineage":["https://openalex.org/I205612303"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Min-Hsiung Hung","raw_affiliation_strings":["Chinese Culture University,Department of Computer Science and Information Engineering,Taipei,Taiwan","Department of Computer Science and Information Engineering, Chinese Culture University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chinese Culture University,Department of Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I205612303"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Chinese Culture University, Taipei, Taiwan","institution_ids":["https://openalex.org/I205612303"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103268500","display_name":"Yu\u2010Chuan Lin","orcid":"https://orcid.org/0000-0002-9580-7418"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Chuan Lin","raw_affiliation_strings":["National Cheng Kung University,Institute of Manufacturing Information and Systems,Tainan,Taiwan","Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Cheng Kung University,Institute of Manufacturing Information and Systems,Tainan,Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050301130","display_name":"Benny Suryajaya","orcid":"https://orcid.org/0000-0002-0266-1844"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Benny Suryajaya","raw_affiliation_strings":["National Cheng Kung University,Institute of Manufacturing Information and Systems,Tainan,Taiwan","Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Cheng Kung University,Institute of Manufacturing Information and Systems,Tainan,Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085618113","display_name":"Chao\u2010Chun Chen","orcid":"https://orcid.org/0000-0002-7028-5609"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chao-Chun Chen","raw_affiliation_strings":["National Cheng Kung University,Institute of Manufacturing Information and Systems,Tainan,Taiwan","Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Cheng Kung University,Institute of Manufacturing Information and Systems,Tainan,Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Institute of Manufacturing Information and Systems, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":null,"first_page":"142","last_page":"147"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.8359239101409912},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7099692821502686},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7065901756286621},{"id":"https://openalex.org/keywords/electrical-discharge-machining","display_name":"Electrical discharge machining","score":0.6956133246421814},{"id":"https://openalex.org/keywords/scala","display_name":"Scala","score":0.6030949950218201},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.5692370533943176},{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.4684588611125946},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2934563159942627},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.22741708159446716},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15290340781211853},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.12482327222824097},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08625149726867676}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.8359239101409912},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7099692821502686},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7065901756286621},{"id":"https://openalex.org/C140075996","wikidata":"https://www.wikidata.org/wiki/Q577484","display_name":"Electrical discharge machining","level":3,"score":0.6956133246421814},{"id":"https://openalex.org/C109701466","wikidata":"https://www.wikidata.org/wiki/Q460584","display_name":"Scala","level":3,"score":0.6030949950218201},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.5692370533943176},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.4684588611125946},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2934563159942627},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.22741708159446716},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15290340781211853},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.12482327222824097},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08625149726867676}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/snpd51163.2021.9704989","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snpd51163.2021.9704989","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE/ACIS 22nd International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)","raw_type":"proceedings-article"},{"id":"pmh:oai:https://irlib.pccu.edu.tw/:987654321/51938","is_oa":false,"landing_page_url":"https://irlib.pccu.edu.tw//handle/987654321/51938","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322108","display_name":"Ministry of Science and Technology","ror":"https://ror.org/032e49973"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W71084752","https://openalex.org/W1871849815","https://openalex.org/W1930091162","https://openalex.org/W2295590854","https://openalex.org/W2770548435","https://openalex.org/W2903257402","https://openalex.org/W2910636257","https://openalex.org/W3032937621","https://openalex.org/W3146943695","https://openalex.org/W3159488269","https://openalex.org/W6639249021"],"related_works":["https://openalex.org/W2763674625","https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W4252019479","https://openalex.org/W3211874991","https://openalex.org/W2337519567","https://openalex.org/W2548921709","https://openalex.org/W4252076541"],"abstract_inverted_index":{"EDM":[0,19,89,110],"(Electrical":[1],"Discharge":[2],"Machining)":[3],"is":[4,179,215],"a":[5,36,56,62,68,93,100,140],"process":[6,20,87],"to":[7,27,40,86,106,163,182,217,239],"remove":[8],"metal":[9],"from":[10],"conductive":[11],"materials":[12],"using":[13,21,112,202],"electrical":[14],"sparks.":[15],"To":[16],"monitor":[17],"the":[18,29,41,45,49,53,73,88,134,147,156,164,212,224,231,240],"virtual":[22],"metrology":[23],"(VM),":[24],"we":[25],"need":[26],"obtain":[28],"electrode&#x2019;s":[30],"voltage":[31],"and":[32,60,117,131,255],"current":[33],"signals":[34,54],"of":[35,43,65,124,175],"machine":[37,50],"tool.":[38],"Due":[39],"nature":[42],"EDM,":[44],"sensors":[46],"installed":[47],"on":[48],"tool":[51],"acquire":[52],"at":[55],"high":[57],"sampling":[58],"rate":[59],"generate":[61],"vast":[63],"amount":[64],"data":[66,91,103,242],"in":[67,92,126,129,137,139,151,177],"short":[69],"time,":[70,233],"thereby":[71],"raising":[72],"big-data":[74],"processing":[75,104,201,205,227,243],"issue.":[76],"Our":[77],"previous":[78],"work":[79],"proposed":[80],"an":[81,219],"efficient":[82],"approach":[83,105],"called":[84],"BEDPS":[85,125,136,149],"big":[90,102,228,241],"Hadoop":[94],"distributed":[95],"cluster.":[96,142],"This":[97],"paper":[98],"presents":[99],"novel":[101],"feature":[107],"extraction":[108],"for":[109,198,226,258],"by":[111,159],"container":[113],"technology":[114],"(i.e.,":[115],"Docker":[116],"Kubernetes).":[118],"We":[119],"re-implement":[120],"some":[121,191,237],"Spark":[122,178],"algorithms":[123],"Python":[127,176,194,203],"(originally":[128],"Scala)":[130],"then":[132],"run":[133],"refined":[135,148],"containers":[138],"Kubernetes":[141,213],"Testing":[143],"results":[144,208],"show":[145,210],"that":[146,211],"developed":[150],"this":[152],"study":[153],"can":[154,235],"reduce":[155],"execution":[157],"time":[158],"almost":[160],"half,":[161],"compared":[162],"original":[165],"Scala":[166],"version":[167],"(9.6577":[168],"minutes":[169],"vs.":[170],"19.2735":[171],"minutes).":[172],"The":[173,207],"adoption":[174],"also":[180,209],"shown":[181],"have":[183],"similar":[184],"performance":[185,195],"with":[186],"Scala,":[187],"although":[188],"there":[189],"are":[190],"cases":[192],"where":[193],"falls":[196],"short,":[197],"example,":[199],"parallel":[200,204],"library.":[206],"cluster":[214],"promising":[216],"be":[218],"alternative":[220],"way,":[221],"other":[222],"than":[223],"Hadoop,":[225],"data.":[229],"At":[230],"same":[232],"it":[234],"bring":[236],"advantages":[238],"applications,":[244],"such":[245],"as":[246],"easy":[247],"deployment,":[248],"robustly":[249],"running,":[250],"load":[251],"balance,":[252],"self-healing,":[253],"failover,":[254],"horizontal":[256],"auto-scaling":[257],"containerized":[259],"applications.":[260]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
